RESOURCE MANAGEMENT IN A BIG DATA ENVIRONMENT

摘要

A method and system to automatically analyze, diagnose and repair the state of a network utilizing big data and machine learning techniques. Data from disparate sources related to a first network element is received by a processing layer. Contextual information from a measurements megastore related to the first network element and other network elements is retrieved. The data from the disparate sources and the contextual information is analyzed by an intelligence layer comprising big data and machine learning techniques. Upon determining, by the intelligence layer, that a predetermined condition is met or a predetermined threshold is exceeded, a notification is provided to the first network element. Over time, the intelligence layer adapts to learn based on growing amounts of historical data.

主权项

1. A computer system comprising:
a processor; a network interface coupled to the processor configured to enable communications via a communication network; a storage device for content and programming; and a program stored in the storage device having a data processing layer and an intelligence layer, wherein execution of the program by the processor configures the computer system to perform acts comprising:
receiving data from disparate sources related to a first network element by the processing layer;retrieving a contextual information from a measurements megastore related to the first network element and other network elements;analyzing the data from disparate sources and the contextual information by the intelligence layer; andupon determining, by the intelligence layer, that a predetermined condition is met or a predetermined threshold is exceeded, providing a notification to the first network element.